AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

LLM Stats

MMStar

MMStar is an elite vision-indispensable multimodal benchmark comprising 1,500 challenge samples meticulously selected by humans to evaluate 6 core capabilities and 18 detailed axes. The benchmark addresses issues of visual content unnecessity and unintentional data leakage in existing multimodal evaluations.

Evaluation context and evidence

Source
LLM Stats
Publisher
Shanghai AI Laboratory
Benchmark release
2024-04-09
Collected
2026-08-17
Modality
multimodal

These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.

Original sources

Reported results 24

Shown in source observation order, not ranked. Dates retain the precision provided by the source.

ModelValueUnitProtocolReported date and basisSource
Qwen3.6 Plus0.833Not recordedNot recorded2026-04-02 · model_announcementLLM Stats
Qwen3.5-122B-A10B0.829Not recordedNot recorded2026-02-24 · model_announcementLLM Stats
Qwen3.5-35B-A3B0.819Not recordedNot recorded2026-02-24 · model_announcementLLM Stats
Qwen3.6-27B0.814Not recordedNot recorded2026-04-21 · model_announcementLLM Stats
Qwen3.5-27B0.81Not recordedNot recorded2026-02-24 · model_announcementLLM Stats
Qwen3 VL 32B Thinking0.794Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 235B A22B Thinking0.787Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 235B A22B Instruct0.784Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 32B Instruct0.777Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 30B A3B Thinking0.755Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 8B Thinking0.753Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 4B Thinking0.732Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 30B A3B Instruct0.721Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 8B Instruct0.709Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen2.5 VL 72B Instruct0.708Not recordedNot recorded2025-01-26 · model_announcementLLM Stats
Qwen3 VL 4B Instruct0.698Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen2.5 VL 32B Instruct0.695Not recordedNot recorded2025-02-28 · model_announcementLLM Stats
Qwen2.5-Omni-7B0.64Not recordedNot recorded2025-03-27 · model_announcementLLM Stats
Qwen2.5 VL 7B Instruct0.639Not recordedNot recorded2025-01-26 · model_announcementLLM Stats
LFM2.5-VL-3B0.633Not recordedNot recorded2026-08-12 · model_announcementLLM Stats
DeepSeek VL20.613Not recordedNot recorded2024-12-13 · model_announcementLLM Stats
DeepSeek VL2 Small0.57Not recordedNot recorded2024-12-13 · model_announcementLLM Stats
North Micro Vision Instruct0.518Not recordedNot recorded2026-08-12 · model_announcementLLM Stats
DeepSeek VL2 Tiny0.459Not recordedNot recorded2024-12-13 · model_announcementLLM Stats

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